Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "34"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 34 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 104 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 102 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 34, Node N06:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459921 not_connected 100.00% 100.00% 0.00% 0.00% - - 10.749547 -0.833953 3.208379 -0.376850 11.461589 0.231479 0.585080 -0.518075 0.0444 0.6606 0.5209 nan nan
2459920 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.194321 -0.896394 3.086437 -0.227177 7.071048 -0.136238 1.647005 -1.186234 0.0441 0.6601 0.5129 nan nan
2459919 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.979669 -0.715630 3.778504 0.194894 9.153517 -0.985957 2.376099 -0.449035 0.0471 0.6564 0.5263 nan nan
2459918 not_connected 100.00% 100.00% 0.00% 0.00% - - 13.522164 -0.565841 3.778419 0.291682 7.002802 0.326296 2.389370 -1.107510 0.0448 0.6689 0.5293 nan nan
2459917 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.530845 -0.746069 3.680345 0.208394 4.863247 0.927710 1.182241 -1.023631 0.0414 0.6967 0.5697 nan nan
2459916 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.857935 -0.773763 3.992937 -0.143471 7.412791 1.436883 2.249473 -0.415490 0.0475 0.6665 0.5293 nan nan
2459915 not_connected 100.00% 99.89% 0.00% 0.00% - - 12.475867 -0.535663 4.582184 0.557819 7.990094 2.493385 4.095310 -0.818771 0.0573 0.6943 0.5335 nan nan
2459914 not_connected 100.00% 100.00% 0.00% 0.00% - - 13.525948 -0.774757 4.706302 0.632366 8.679639 0.545136 6.752863 -1.616117 0.0497 0.7177 0.5451 nan nan
2459913 not_connected 100.00% 100.00% 0.00% 0.00% - - 13.495742 -0.507834 3.842061 0.025812 9.067276 5.408566 5.973685 5.352644 0.0438 0.6610 0.5254 nan nan
2459912 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.428630 -0.614327 3.369878 -0.147708 8.764740 -0.615561 1.460391 2.563931 0.0456 0.6642 0.5190 nan nan
2459911 not_connected 100.00% 100.00% 0.00% 0.00% - - 10.946069 -0.375747 3.757650 0.216902 8.591543 -0.254098 0.857244 -0.290040 0.0442 0.6629 0.5216 nan nan
2459910 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.226384 -0.752264 3.781518 -0.646661 8.778269 24.346536 0.456179 3.264098 0.0429 0.6562 0.5145 nan nan
2459909 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.783242 -0.842339 3.661273 -0.447944 7.530105 2.933425 0.811200 0.563819 0.0419 0.6611 0.5202 nan nan
2459908 not_connected 100.00% 100.00% 0.00% 0.00% - - 12.406209 -0.862436 3.576902 -0.269682 6.389408 -1.033424 1.105198 -0.525809 0.0442 0.6722 0.5248 nan nan
2459907 not_connected 100.00% 100.00% 0.00% 0.00% - - 12.437469 -0.672518 3.814709 -0.300906 6.902552 0.117100 0.876512 -1.030149 0.0495 0.6674 0.5182 nan nan
2459906 not_connected 100.00% 100.00% 0.00% 0.00% - - 12.173168 -0.504629 3.925191 0.310343 7.985320 0.208143 1.828689 0.321628 0.0432 0.6573 0.5109 nan nan
2459905 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.626938 -0.465114 3.850436 0.231662 12.409031 -0.690213 1.282080 0.272916 0.0395 0.6560 0.4572 nan nan
2459904 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.380127 -0.599967 4.238248 0.293745 9.026409 -0.190828 2.976619 1.027838 0.0403 0.6549 0.4565 nan nan
2459903 not_connected 100.00% 100.00% 0.00% 0.00% - - 12.128683 -0.718069 4.280584 -0.196842 7.228412 2.488926 2.232201 -0.920830 0.0418 0.6590 0.4670 nan nan
2459902 not_connected 100.00% 100.00% 0.59% 0.00% - - 13.828206 -0.712398 4.485503 -0.278992 7.820599 14.079231 1.157466 5.338592 0.0457 0.6502 0.4560 nan nan
2459901 not_connected 100.00% 100.00% 0.00% 0.00% - - 14.042930 -0.958942 3.963305 -0.811095 7.152266 1.722734 1.044895 1.548250 0.0487 0.6504 0.4611 nan nan
2459900 not_connected 100.00% 100.00% 0.00% 0.00% - - 12.699940 1.631513 4.291224 -0.321806 9.124874 1.054258 0.716048 0.934190 0.0444 0.6037 0.4503 nan nan
2459898 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.303660 1.187604 3.877803 -0.719352 8.266111 3.796988 2.177967 2.014119 0.0413 0.6537 0.5019 nan nan
2459897 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459896 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.315410 1.198265 4.140248 -0.438496 9.937914 3.876478 0.965763 -0.107806 0.0419 0.6634 0.4225 nan nan
2459895 not_connected 100.00% 100.00% 0.00% 0.00% - - 14.110200 1.446104 5.342115 0.467150 10.231547 -1.221284 5.989262 -0.242090 0.0436 0.7285 0.4227 nan nan
2459894 not_connected 100.00% 100.00% 0.00% 0.00% - - 13.062590 1.488158 3.378633 -0.097435 9.830386 1.034275 1.740205 4.159673 0.0445 0.6642 0.4293 nan nan
2459893 not_connected 100.00% 100.00% 0.00% 0.00% - - 13.375115 1.229701 3.796355 -0.762284 8.136803 3.816350 2.029339 -1.189542 0.0435 0.6631 0.4683 nan nan
2459892 not_connected 100.00% 100.00% 0.00% 0.00% - - 13.484548 1.272029 4.508691 -0.789498 6.673416 3.574485 1.480460 -0.860671 0.0475 0.6642 0.4926 nan nan
2459891 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.985636 1.224970 4.291926 -0.775751 8.479977 4.952835 1.011093 2.357650 0.0415 0.6542 0.4857 nan nan
2459890 not_connected 100.00% 100.00% 0.00% 0.00% - - 12.630210 1.381383 5.327340 -1.396412 8.193274 11.231844 0.597741 8.124787 0.0405 0.6435 0.4835 nan nan
2459889 not_connected 100.00% 100.00% 0.00% 0.00% - - 14.053279 1.630012 3.986661 -0.367310 11.109663 9.914543 2.454750 2.381797 0.0453 0.6570 0.4904 nan nan
2459888 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.763175 1.257040 5.140473 -0.260113 9.852156 3.078062 2.096232 -0.855065 0.0436 0.6750 0.4996 nan nan
2459887 not_connected 100.00% 100.00% 0.00% 0.00% - - 12.599547 1.229544 5.303834 -1.546814 7.409140 1.705912 0.883690 6.247168 0.0434 0.6550 0.4930 nan nan
2459886 not_connected 100.00% 100.00% 0.00% 0.00% - - 17.690648 1.611771 4.760285 -1.022298 6.461439 -0.798508 2.691939 -0.510830 0.0487 0.7081 0.5193 nan nan
2459885 not_connected 100.00% 100.00% 0.00% 0.00% - - 21.468270 4.321362 26.151523 22.785110 14.114221 4.496777 16.606797 4.591260 0.0423 0.6901 0.4745 nan nan
2459884 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.996512 1.163548 4.940704 -0.031014 7.917632 3.195564 0.704878 -1.169716 0.0407 0.6537 0.4926 nan nan
2459883 not_connected 100.00% 100.00% 0.00% 0.00% - - 16.705406 3.708056 24.180078 18.836968 7.897980 4.294846 4.857804 -0.132773 0.0444 0.6646 0.4981 nan nan
2459882 not_connected 100.00% 100.00% 0.00% 0.00% - - 27.822668 6.190643 25.792226 24.841640 11.160743 5.263963 1.693805 -0.765974 0.0465 0.6665 0.5002 nan nan
2459881 not_connected 100.00% 100.00% 0.00% 0.00% - - 15.733614 3.544003 29.922695 26.625698 22.009621 8.045772 6.174723 0.844199 0.0457 0.7128 0.5196 nan nan
2459880 not_connected 100.00% 100.00% 0.00% 0.00% - - 19.110678 3.980410 25.323018 19.587887 6.762691 3.160096 1.595500 -1.128266 0.0420 0.6612 0.5157 nan nan
2459879 not_connected 100.00% 100.00% 0.00% 0.00% - - 10.129053 0.400861 4.531839 -2.788805 1.370664 4.463531 1.291464 -0.861539 0.0398 0.6502 0.4420 nan nan
2459878 not_connected 100.00% 100.00% 0.00% 0.00% - - 17.234631 3.779778 30.733730 23.069247 11.571296 6.181667 5.236013 -1.566235 0.0454 0.6658 0.4406 nan nan
2459876 not_connected 100.00% 100.00% 0.00% 0.00% - - 19.425158 3.935856 22.132724 15.147778 29.787734 8.604252 4.860278 -0.373025 0.0447 0.6610 0.4970 nan nan
2459875 not_connected 100.00% 100.00% 0.00% 0.00% - - 20.537654 4.115507 28.437740 24.302104 13.297312 4.506714 2.982219 0.839663 0.0444 0.6774 0.5369 nan nan
2459874 not_connected 100.00% 100.00% 0.00% 0.00% - - 29.020477 6.281401 14.620284 10.592411 18.180354 2.570697 3.476638 -1.201534 0.0432 0.6535 0.4959 nan nan
2459873 not_connected 100.00% 100.00% 0.00% 0.00% - - 21.877539 4.548126 18.435347 16.216598 7.299633 3.351863 1.242744 -0.790463 0.0459 0.6498 0.5423 nan nan
2459872 not_connected 100.00% 100.00% 0.00% 0.00% - - 19.089155 3.977429 23.225304 21.116001 20.105184 4.422955 2.051963 -1.175149 0.0393 0.6583 0.4776 nan nan
2459871 not_connected 100.00% 100.00% 0.00% 0.00% - - 15.351897 3.311574 26.258991 21.341790 18.061014 2.373579 1.076481 -1.224385 0.0410 0.6555 0.4828 nan nan
2459870 not_connected 100.00% 100.00% 0.00% 0.00% - - 25.780483 5.631848 20.178374 13.043608 10.752879 11.070318 3.334665 -1.262006 0.0415 0.6564 0.5334 nan nan
2459869 not_connected 100.00% 100.00% 0.00% 0.00% - - 21.676462 4.483883 20.536920 12.144492 15.815336 7.188358 5.443951 0.298107 0.0442 0.6753 0.5585 nan nan
2459868 not_connected 100.00% 100.00% 0.00% 0.00% - - 23.497547 5.465284 29.874297 22.499324 10.816703 1.753541 3.223499 -1.207246 0.0418 0.6522 0.5349 nan nan
2459867 not_connected 100.00% 100.00% 0.00% 0.00% - - 16.397319 3.674863 23.127158 17.729572 5.786883 2.741686 2.186982 -0.748065 0.0437 0.6544 0.5511 nan nan
2459866 not_connected 100.00% 100.00% 0.00% 0.00% - - 18.907902 4.142633 22.202788 15.232308 6.401771 7.870850 0.588953 -1.175461 0.0464 0.6580 0.5348 nan nan
2459865 not_connected 100.00% 100.00% 0.00% 0.00% - - 21.093035 5.793511 25.011636 23.147563 15.663070 1.244766 14.653784 3.777182 0.0392 0.6808 0.5121 nan nan
2459864 not_connected 100.00% 100.00% 0.00% 0.00% - - 25.439825 5.421480 8.202844 11.016412 8.239873 1.019112 3.243979 -0.072523 0.0402 0.6515 0.5464 nan nan
2459863 not_connected 100.00% 100.00% 0.00% 0.00% - - 15.497850 2.039172 2.643168 -0.252139 2.993942 3.802171 1.337655 -0.831860 0.0409 0.6450 0.5400 nan nan
2459862 not_connected 100.00% 100.00% 0.00% 0.00% - - 15.339473 2.954082 8.905305 13.356398 12.482944 2.685019 1.017191 -0.780173 0.0455 0.6795 0.5273 nan nan
2459861 not_connected 100.00% 100.00% 0.00% 0.00% - - 11.830891 1.122095 2.886264 -1.894759 2.546711 3.270494 1.024776 -0.354363 0.0397 0.6577 0.5068 nan nan
2459860 not_connected 100.00% 100.00% 0.00% 0.00% - - 12.830820 1.959494 8.468623 7.718041 14.681356 2.254181 1.304324 -0.805962 0.0408 0.6493 0.5552 nan nan
2459859 not_connected 100.00% 100.00% 0.00% 0.00% - - 10.788176 0.894657 3.347653 -2.390551 2.240509 2.951603 0.337352 -0.741215 0.0434 0.6553 0.5461 nan nan
2459858 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 11.729288 0.814840 3.372854 -2.894663 2.287258 8.237116 1.007570 1.526418 0.0416 0.6597 0.5473 1.241931 2.881606
2459857 not_connected 100.00% 100.00% 100.00% 0.00% - - 5.029107 0.585648 0.250278 1.362252 0.734939 3.721368 3.302402 0.708987 0.0290 0.0289 0.0006 nan nan
2459856 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 17.278313 3.031357 8.287908 6.437786 6.652525 2.840174 2.034517 -0.859082 0.0440 0.6735 0.5689 1.244955 2.562242
2459855 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 18.202161 3.546594 7.784330 8.139510 2.684589 8.430062 0.507626 -0.923274 0.0436 0.6853 0.5829 1.220033 3.047257
2459854 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 18.230710 3.150288 5.606733 6.605160 3.839472 3.606942 2.815106 0.432287 0.0442 0.7206 0.6015 1.231065 3.017055
2459853 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 15.115139 2.708840 8.419716 8.423114 7.037320 4.055470 2.456752 0.055527 0.0447 0.6602 0.5507 1.242437 3.383687
2459852 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 13.817689 4.602917 9.199763 10.414589 15.603567 3.644895 16.692812 8.429692 0.0416 0.8093 0.6659 1.214775 5.442199
2459851 not_connected 100.00% 90.23% 0.00% 0.00% 100.00% 0.00% 12.017169 4.397950 8.546470 9.720896 21.468027 10.339538 12.387225 7.504056 0.0988 0.7138 0.4942 0.866643 2.079185
2459850 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 14.495922 3.153455 7.424956 7.830817 10.308146 4.237785 5.394209 2.879895 0.0484 0.7301 0.5719 1.265949 3.091004
2459849 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 16.757320 2.806751 16.268505 15.011370 7.128088 4.315881 2.966135 -0.358714 0.0428 0.7206 0.5744 1.270871 3.494749
2459848 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 15.496630 2.959010 8.518637 11.830365 14.319080 3.782307 1.121389 -0.811380 0.0430 0.7271 0.5836 1.253355 3.210068
2459847 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 17.713985 3.075747 7.683540 12.145552 21.779563 6.416233 0.036489 -0.836231 0.0376 0.6601 0.5313 1.156511 3.019124
2459846 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 27.416778 6.596305 14.777133 10.385713 21.659479 1.862991 3.587379 -0.443634 0.0369 0.6607 0.5103 0.812346 1.397902
2459845 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 19.540275 3.705230 12.631284 14.952011 10.103377 3.448940 0.583008 -1.311327 0.0484 0.7333 0.5825 0.000000 0.000000
2459844 not_connected 100.00% 100.00% 100.00% 0.00% - - 10.471518 3.143226 51.369139 55.946271 0.349979 4.944669 2.372725 1.034953 0.0282 0.0286 0.0009 nan nan
2459843 not_connected 100.00% 100.00% 0.66% 0.00% 100.00% 0.00% 20.020080 6.360883 6.017662 15.026662 64.263762 4.610992 0.189582 -2.710582 0.0426 0.7389 0.5775 0.000000 0.000000
2459842 not_connected 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 11.945509 1.569544 3.582351 -0.164784 -0.105533 -1.720372 0.425890 -2.246716 0.0487 0.6095 0.4343 1.263186 3.372820
2459841 not_connected 100.00% 100.00% 0.00% 0.00% - - 10.599907 44.902973 32.519816 122.025821 51.116090 97.172070 22.255647 8.216420 0.0466 0.7384 0.3532 nan nan

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 34: 2459921

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Temporal Variability 11.461589 10.749547 -0.833953 3.208379 -0.376850 11.461589 0.231479 0.585080 -0.518075

Antenna 34: 2459920

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.194321 -0.896394 11.194321 -0.227177 3.086437 -0.136238 7.071048 -1.186234 1.647005

Antenna 34: 2459919

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.979669 11.979669 -0.715630 3.778504 0.194894 9.153517 -0.985957 2.376099 -0.449035

Antenna 34: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 13.522164 -0.565841 13.522164 0.291682 3.778419 0.326296 7.002802 -1.107510 2.389370

Antenna 34: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.530845 -0.746069 11.530845 0.208394 3.680345 0.927710 4.863247 -1.023631 1.182241

Antenna 34: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.857935 11.857935 -0.773763 3.992937 -0.143471 7.412791 1.436883 2.249473 -0.415490

Antenna 34: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 12.475867 12.475867 -0.535663 4.582184 0.557819 7.990094 2.493385 4.095310 -0.818771

Antenna 34: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 13.525948 13.525948 -0.774757 4.706302 0.632366 8.679639 0.545136 6.752863 -1.616117

Antenna 34: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 13.495742 -0.507834 13.495742 0.025812 3.842061 5.408566 9.067276 5.352644 5.973685

Antenna 34: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.428630 -0.614327 11.428630 -0.147708 3.369878 -0.615561 8.764740 2.563931 1.460391

Antenna 34: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 10.946069 -0.375747 10.946069 0.216902 3.757650 -0.254098 8.591543 -0.290040 0.857244

Antenna 34: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected nn Temporal Variability 24.346536 -0.752264 11.226384 -0.646661 3.781518 24.346536 8.778269 3.264098 0.456179

Antenna 34: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.783242 -0.842339 11.783242 -0.447944 3.661273 2.933425 7.530105 0.563819 0.811200

Antenna 34: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 12.406209 12.406209 -0.862436 3.576902 -0.269682 6.389408 -1.033424 1.105198 -0.525809

Antenna 34: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 12.437469 -0.672518 12.437469 -0.300906 3.814709 0.117100 6.902552 -1.030149 0.876512

Antenna 34: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 12.173168 -0.504629 12.173168 0.310343 3.925191 0.208143 7.985320 0.321628 1.828689

Antenna 34: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Temporal Variability 12.409031 -0.465114 11.626938 0.231662 3.850436 -0.690213 12.409031 0.272916 1.282080

Antenna 34: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.380127 -0.599967 11.380127 0.293745 4.238248 -0.190828 9.026409 1.027838 2.976619

Antenna 34: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 12.128683 -0.718069 12.128683 -0.196842 4.280584 2.488926 7.228412 -0.920830 2.232201

Antenna 34: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected nn Temporal Variability 14.079231 13.828206 -0.712398 4.485503 -0.278992 7.820599 14.079231 1.157466 5.338592

Antenna 34: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 14.042930 14.042930 -0.958942 3.963305 -0.811095 7.152266 1.722734 1.044895 1.548250

Antenna 34: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 12.699940 12.699940 1.631513 4.291224 -0.321806 9.124874 1.054258 0.716048 0.934190

Antenna 34: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.303660 1.187604 11.303660 -0.719352 3.877803 3.796988 8.266111 2.014119 2.177967

Antenna 34: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected nn Shape nan nan nan inf inf nan nan nan nan

Antenna 34: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.315410 1.198265 11.315410 -0.438496 4.140248 3.876478 9.937914 -0.107806 0.965763

Antenna 34: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 14.110200 14.110200 1.446104 5.342115 0.467150 10.231547 -1.221284 5.989262 -0.242090

Antenna 34: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 13.062590 1.488158 13.062590 -0.097435 3.378633 1.034275 9.830386 4.159673 1.740205

Antenna 34: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 13.375115 13.375115 1.229701 3.796355 -0.762284 8.136803 3.816350 2.029339 -1.189542

Antenna 34: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 13.484548 1.272029 13.484548 -0.789498 4.508691 3.574485 6.673416 -0.860671 1.480460

Antenna 34: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.985636 11.985636 1.224970 4.291926 -0.775751 8.479977 4.952835 1.011093 2.357650

Antenna 34: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 12.630210 1.381383 12.630210 -1.396412 5.327340 11.231844 8.193274 8.124787 0.597741

Antenna 34: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 14.053279 14.053279 1.630012 3.986661 -0.367310 11.109663 9.914543 2.454750 2.381797

Antenna 34: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.763175 1.257040 11.763175 -0.260113 5.140473 3.078062 9.852156 -0.855065 2.096232

Antenna 34: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 12.599547 1.229544 12.599547 -1.546814 5.303834 1.705912 7.409140 6.247168 0.883690

Antenna 34: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 17.690648 17.690648 1.611771 4.760285 -1.022298 6.461439 -0.798508 2.691939 -0.510830

Antenna 34: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 26.151523 4.321362 21.468270 22.785110 26.151523 4.496777 14.114221 4.591260 16.606797

Antenna 34: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.996512 1.163548 11.996512 -0.031014 4.940704 3.195564 7.917632 -1.169716 0.704878

Antenna 34: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 24.180078 3.708056 16.705406 18.836968 24.180078 4.294846 7.897980 -0.132773 4.857804

Antenna 34: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 27.822668 6.190643 27.822668 24.841640 25.792226 5.263963 11.160743 -0.765974 1.693805

Antenna 34: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 29.922695 3.544003 15.733614 26.625698 29.922695 8.045772 22.009621 0.844199 6.174723

Antenna 34: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 25.323018 3.980410 19.110678 19.587887 25.323018 3.160096 6.762691 -1.128266 1.595500

Antenna 34: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 10.129053 0.400861 10.129053 -2.788805 4.531839 4.463531 1.370664 -0.861539 1.291464

Antenna 34: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 30.733730 3.779778 17.234631 23.069247 30.733730 6.181667 11.571296 -1.566235 5.236013

Antenna 34: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Temporal Variability 29.787734 19.425158 3.935856 22.132724 15.147778 29.787734 8.604252 4.860278 -0.373025

Antenna 34: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 28.437740 20.537654 4.115507 28.437740 24.302104 13.297312 4.506714 2.982219 0.839663

Antenna 34: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 29.020477 29.020477 6.281401 14.620284 10.592411 18.180354 2.570697 3.476638 -1.201534

Antenna 34: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 21.877539 21.877539 4.548126 18.435347 16.216598 7.299633 3.351863 1.242744 -0.790463

Antenna 34: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 23.225304 3.977429 19.089155 21.116001 23.225304 4.422955 20.105184 -1.175149 2.051963

Antenna 34: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 26.258991 3.311574 15.351897 21.341790 26.258991 2.373579 18.061014 -1.224385 1.076481

Antenna 34: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 25.780483 25.780483 5.631848 20.178374 13.043608 10.752879 11.070318 3.334665 -1.262006

Antenna 34: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 21.676462 21.676462 4.483883 20.536920 12.144492 15.815336 7.188358 5.443951 0.298107

Antenna 34: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 29.874297 23.497547 5.465284 29.874297 22.499324 10.816703 1.753541 3.223499 -1.207246

Antenna 34: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 23.127158 16.397319 3.674863 23.127158 17.729572 5.786883 2.741686 2.186982 -0.748065

Antenna 34: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 22.202788 4.142633 18.907902 15.232308 22.202788 7.870850 6.401771 -1.175461 0.588953

Antenna 34: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 25.011636 21.093035 5.793511 25.011636 23.147563 15.663070 1.244766 14.653784 3.777182

Antenna 34: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 25.439825 5.421480 25.439825 11.016412 8.202844 1.019112 8.239873 -0.072523 3.243979

Antenna 34: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 15.497850 15.497850 2.039172 2.643168 -0.252139 2.993942 3.802171 1.337655 -0.831860

Antenna 34: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 15.339473 15.339473 2.954082 8.905305 13.356398 12.482944 2.685019 1.017191 -0.780173

Antenna 34: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.830891 1.122095 11.830891 -1.894759 2.886264 3.270494 2.546711 -0.354363 1.024776

Antenna 34: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Temporal Variability 14.681356 12.830820 1.959494 8.468623 7.718041 14.681356 2.254181 1.304324 -0.805962

Antenna 34: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 10.788176 10.788176 0.894657 3.347653 -2.390551 2.240509 2.951603 0.337352 -0.741215

Antenna 34: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.729288 0.814840 11.729288 -2.894663 3.372854 8.237116 2.287258 1.526418 1.007570

Antenna 34: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 5.029107 0.585648 5.029107 1.362252 0.250278 3.721368 0.734939 0.708987 3.302402

Antenna 34: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 17.278313 17.278313 3.031357 8.287908 6.437786 6.652525 2.840174 2.034517 -0.859082

Antenna 34: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 18.202161 3.546594 18.202161 8.139510 7.784330 8.430062 2.684589 -0.923274 0.507626

Antenna 34: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 18.230710 3.150288 18.230710 6.605160 5.606733 3.606942 3.839472 0.432287 2.815106

Antenna 34: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 15.115139 2.708840 15.115139 8.423114 8.419716 4.055470 7.037320 0.055527 2.456752

Antenna 34: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Temporal Discontinuties 16.692812 13.817689 4.602917 9.199763 10.414589 15.603567 3.644895 16.692812 8.429692

Antenna 34: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Temporal Variability 21.468027 12.017169 4.397950 8.546470 9.720896 21.468027 10.339538 12.387225 7.504056

Antenna 34: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 14.495922 14.495922 3.153455 7.424956 7.830817 10.308146 4.237785 5.394209 2.879895

Antenna 34: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 16.757320 16.757320 2.806751 16.268505 15.011370 7.128088 4.315881 2.966135 -0.358714

Antenna 34: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 15.496630 2.959010 15.496630 11.830365 8.518637 3.782307 14.319080 -0.811380 1.121389

Antenna 34: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Temporal Variability 21.779563 3.075747 17.713985 12.145552 7.683540 6.416233 21.779563 -0.836231 0.036489

Antenna 34: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 27.416778 27.416778 6.596305 14.777133 10.385713 21.659479 1.862991 3.587379 -0.443634

Antenna 34: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 19.540275 3.705230 19.540275 14.952011 12.631284 3.448940 10.103377 -1.311327 0.583008

Antenna 34: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected nn Power 55.946271 10.471518 3.143226 51.369139 55.946271 0.349979 4.944669 2.372725 1.034953

Antenna 34: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Temporal Variability 64.263762 6.360883 20.020080 15.026662 6.017662 4.610992 64.263762 -2.710582 0.189582

Antenna 34: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Shape 11.945509 11.945509 1.569544 3.582351 -0.164784 -0.105533 -1.720372 0.425890 -2.246716

Antenna 34: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected nn Power 122.025821 10.599907 44.902973 32.519816 122.025821 51.116090 97.172070 22.255647 8.216420
In [ ]: